{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# Filtering and predicting using the Gaussian Process filter\n",
    "In this notebook, we will look at filtering noisy data by fitting a Gaussian Process on it.\n",
    "\n",
    "The Gaussian Process filter, just like the Kalman filter, is a `FilteringModel` in Darts (and not a `ForecastingModel`). `FilteringModel`s can be used to smooth series, or to attempt to infer the \"true\" data from the data corrupted by noise.\n",
    "\n",
    "In the case of the Gaussian Process, this is done by making assumptions about the shape of the underlying function on which the true data points lie. These assumptions (e.g. smoothness, periodicity, ...) are encoded in the kernels. \n",
    "\n",
    "In this notebook, we'll generate a simple periodic signal and see how the Gaussian Process filter can be used to de-noise it."
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from sklearn.gaussian_process.kernels import ExpSineSquared, RBF\n",
    "\n",
    "from darts import TimeSeries\n",
    "from darts.models import GaussianProcessFilter\n",
    "from darts.utils import timeseries_generation as tg"
   ],
   "outputs": [],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Adding white noise to a sine wave\n",
    "We create a simple sine wave signal and add Gaussian noise to it."
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "source": [
    "NOISE_DISTANCE = 0.4\n",
    "SAMPLE_SIZE = 200\n",
    "np.random.seed(42)\n",
    "\n",
    "# Prepare the sine wave\n",
    "x = tg.sine_timeseries(length=SAMPLE_SIZE, value_frequency=0.025)\n",
    "\n",
    "# Add white noise \n",
    "noise = tg.gaussian_timeseries(length=SAMPLE_SIZE, std=NOISE_DISTANCE)\n",
    "x_noise = x + noise\n",
    "\n",
    "plt.figure(figsize=[12,8])\n",
    "x.plot(label='Original sine wave')\n",
    "x_noise.plot(color='red', label='Noisy sine wave')\n",
    "plt.legend()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {
      "needs_background": "light"
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   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Infer the mean of a Gaussian Process using a periodic kernel\n",
    "Next, we fit a Gaussian Process on the data using the `ExpSineSquared` kernel. This kernel encodes a periodicity assumption, which is appropriate for our data. You can try to uncomment the `kernel = RBF()` line to change the kernel to an `RBF` kernel, which only imposes smoothness of the function. See [The Kernel Cookbook](https://www.cs.toronto.edu/~duvenaud/cookbook/) for more information about (Gaussian Process) kernels and how to combine them.\n",
    "\n",
    "The `GaussianProcessFilter` constructor takes the same arguments as scikit-learn's `GaussianProcessRegressor` on which is relies. The kernels implemented in scikit-learn can be found [here](https://scikit-learn.org/stable/modules/gaussian_process.html#kernels-for-gaussian-processes).\n",
    "\n",
    "Here, we set a relative noise variance of `alpha=0.2` because we know exactly how much noise we added before, but in practice this will have to estimated.\n",
    "\n",
    "We see that the mean of Gaussian Process lies very close to the original signal. Bear in mind though that real data will rarely be so perfectly periodic and more experimentation with kernels and noise levels will be needed."
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "source": [
    "kernel = ExpSineSquared()\n",
    "# kernel = RBF()\n",
    "\n",
    "gpf = GaussianProcessFilter(kernel=kernel, alpha=NOISE_DISTANCE/2, n_restarts_optimizer=100)\n",
    "filtered_x = gpf.filter(x_noise)\n",
    "\n",
    "plt.figure(figsize=[12,8])\n",
    "x.plot(color='black', label='Orginal sine wave')\n",
    "x_noise.plot(color='red', label='Noisy sine wave')\n",
    "filtered_x.plot(color='blue', label='Filtered sine wave')\n",
    "plt.legend()"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x166c993a0>"
      ]
     },
     "metadata": {},
     "execution_count": 3
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Sample from a Gaussian Process\n",
    "The Gaussian Process is a probabilistic model, meaning that the predictions of the model are distributions instead of single values.\n",
    "\n",
    "Before, we just used the mean of these distributions at the points of interest to plot a curve. Here instead, we will sample from the distributions and plot the 90% confidence interval. From this we can see that the uncertainty about the underlying data is larger around the crests and troughs than elsewhere."
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "source": [
    "filtered_x_samples = gpf.filter(x_noise, num_samples=100)\n",
    "\n",
    "plt.figure(figsize=[12,8])\n",
    "x.plot(color='black', label='Original sine wave')\n",
    "x_noise.plot(color='red', label='Noisy sine wave')\n",
    "filtered_x_samples.plot(color='blue', label='Confidence interval of filtered sine wave')\n",
    "plt.legend()"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x166b2eca0>"
      ]
     },
     "metadata": {},
     "execution_count": 5
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Sample from a Gaussian Process with missing data points\n",
    "We can even use the Gaussian Process filter on time series with missing (NaN) data points.\n",
    "\n",
    "For our periodic signal, the Gaussian Process estimates the missing data very well using the periodic kernel. You can see how this changes and the uncertainty increases when using the RBF kernel instead."
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "source": [
    "x_missing_arr = x_noise.values()\n",
    "x_missing_arr[50:100] = np.nan\n",
    "x_missing = TimeSeries.from_values(x_missing_arr)\n",
    "\n",
    "kernel = ExpSineSquared()\n",
    "# kernel = RBF()\n",
    "\n",
    "gpf_missing = GaussianProcessFilter(kernel=kernel, alpha=0.2, n_restarts_optimizer=100)\n",
    "filtered_x_missing_samples = gpf_missing.filter(x_missing, num_samples=100)\n",
    "\n",
    "plt.figure(figsize=[12,8])\n",
    "x_missing.plot(color='red', label='Noisy sine wave with missing data')\n",
    "filtered_x_missing_samples.plot(color='blue', label='Confidence interval of filtered sine wave')\n",
    "plt.legend()"
   ],
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x166db4a00>"
      ]
     },
     "metadata": {},
     "execution_count": 7
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "source": [],
   "outputs": [],
   "metadata": {}
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "ef0ec3367e01e0e5640d0d6651371b4f140d97c590d33f04fb73a4f0fa040f84"
  },
  "kernelspec": {
   "display_name": "Python 3.8.10 64-bit ('darts': conda)",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.10"
  },
  "pycharm": {
   "stem_cell": {
    "cell_type": "raw",
    "metadata": {
     "collapsed": false
    },
    "source": []
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}